Autores
Greet Pison, Stefan Van Aelst, G Willems
Fecha de publicación
2002/4/1
Revista
Metrika
Volumen
55
Número
1-2
Páginas
111-123
Editor
Springer-Verlag Berlin Heidelberg
Descripción
The least trimmed squares estimator and the minimum covariance determinant estimator [6] are frequently used robust estimators of regression and of location and scatter. Consistency factors can be computed for both methods to make the estimators consistent at the normal model. However, for small data sets these factors do not make the estimator unbiased. Based on simulation studies we therefore construct formulas which allow us to compute small sample correction factors for all sample sizes and dimensions without having to carry out any new simulations. We give some examples to illustrate the effect of the correction factor.
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